{"id":"W4385303103","doi":"10.21203/rs.3.rs-3195311/v1","title":"Emergency Medicine Research in Pakistan: Trends of publication and quality of evidence","year":2023,"lang":"en","type":"preprint","venue":"Research Square","topic":"Trauma and Emergency Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital","funders":"","keywords":"CINAHL; Medicine; Confounding; Family medicine; MEDLINE; Quality (philosophy); Cohort study; Environmental health; Political science; Psychological intervention; Psychiatry; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["metaresearch","bibliometrics"],"consensus_categories":[],"category_scores_codex":[0.05628501,0.0007590262,0.003909428,0.03923919,0.001497323,0.01077749,0.002756892,0.002703469,0.005664553],"category_scores_gemma":[0.2739205,0.00109686,0.003413695,0.06517305,0.002042007,0.01048103,0.003509727,0.002439926,0.0007995082],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01219811,"about_ca_system_score_gemma":0.02910711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01649697,"about_ca_topic_score_gemma":0.0296692,"domain_scores_codex":[0.91575,0.01777342,0.03984633,0.00531526,0.01854853,0.002766453],"domain_scores_gemma":[0.4758468,0.3219917,0.1045926,0.007590945,0.08438651,0.005591552],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"observational","study_design_scores_codex":[0.001253662,0.00008376675,0.1056981,0.5082315,0.005850199,0.001204292,0.006049657,0.0003220824,0.0005525918,0.003101345,0.03229436,0.3353585],"study_design_scores_gemma":[0.0003230635,0.0005716627,0.2170667,0.6296903,0.01114964,0.004223675,0.01671029,0.0005230768,0.0007711105,0.003676057,0.115049,0.0002453549],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.01550733,0.9582531,0.0004636995,0.01593465,0.001246885,0.0002346289,0.005460807,0.00005115758,0.002847738],"genre_scores_gemma":[0.1174051,0.8703506,0.002722287,0.004851049,0.001040448,0.0004792989,0.002714704,0.00005199717,0.0003844233],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9607608,"threshold_uncertainty_score":0.2976671,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.7317346999636055,"score_gpt":0.6448351773484065,"score_spread":0.08689952261519907,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}